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Ecole Nationale Supérieure des Arts et Industries Textiles

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fc:mapp04
Code Crédits Période CM TD TP Exam
SI-MAPP04 2,0 Semestre 8 12H 4H 3H 1,5H Tronc commun

Data Mining

Lecturers

Xianyi Zeng, Ludovic Koehl

Course objectives

  • Learning design of experiments
  • Learning data mining methods and their applications related to the textile industry (marketing strategy, processes analysis)

Prerequisites

MAAP01, basics in mathematics, statistical methods, Matrix Computing, basic knowledge on database systems

Course description

  • Basic concepts on data mining, how to extract knowledge from data of information systems, data preprocessing
  • Principal Components Analysis (PCA) and other methods of factorial analysis
  • Association rules : principle, rules generation methods, applications in marketing
  • Design of experiments

Evaluation method

Written examination

Teaching method

Lectures, exercises

References

Teaching language

English

fc/mapp04.txt · Dernière modification: 11/06/2024 13:02 (modification externe)